{"id":"W4406403586","doi":"10.1002/wps.21284","title":"Suicide prevention: what works, what might work, and what does not work","year":2025,"lang":"en","type":"article","venue":"World Psychiatry","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Work (physics); Suicide prevention; Occupational safety and health; Human factors and ergonomics; Poison control; Psychiatry; Injury prevention; Medical emergency; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004699116,0.0005359693,0.0006374157,0.0005076377,0.000431999,0.003209719,0.000459424,0.000254711,0.00211841],"category_scores_gemma":[0.00001679926,0.0004357862,0.0003013092,0.00167276,0.0002363001,0.004191223,0.0002309728,0.000632373,0.0003701902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005304302,"about_ca_system_score_gemma":0.00006881013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002763104,"about_ca_topic_score_gemma":0.001790069,"domain_scores_codex":[0.9968492,0.0002837708,0.000710889,0.00104095,0.0002990473,0.0008160836],"domain_scores_gemma":[0.9980846,0.0004295073,0.0002157996,0.001015247,0.00007939505,0.0001754454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001452565,0.0006622634,0.3015801,0.0001378816,0.001496935,0.00003667039,0.00442463,0.000004021101,0.000005843156,0.01602625,0.1030821,0.5710908],"study_design_scores_gemma":[0.007140448,0.000226909,0.470625,0.01758447,0.001210872,0.00002239851,0.197327,0.000002121696,0.0001500819,0.03916489,0.2639843,0.00256155],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2787305,0.6005027,0.0001062626,0.07152265,0.04233285,0.0007538121,0.000001716472,0.0002985511,0.005750971],"genre_scores_gemma":[0.6824488,0.1109041,0.002673684,0.03167244,0.002635422,0.0006687235,0.00005643856,0.000168246,0.1687722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5685292,"threshold_uncertainty_score":0.9998094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01947000590495234,"score_gpt":0.3110147854476893,"score_spread":0.291544779542737,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}